Daily Kickoff

Up to seven things a day for people building with AI. Fewer when there aren't seven.

  1. AI floods security teams with flaws — business context sets priorities

    A security researcher testing a 300-person B2B company with a global footprint discovered an internet-exposed database with weak authentication during

    The New Stack

    #
  2. Article: When Spec-Driven Development Pays Off

    AI coding assistants have become infrastructure, with most engineering teams now using them weekly and AI authoring a large, rising share of production code. Author Nitin Garg argues the bottleneck has shifted from generating code to verifying it, as studies show productivity gains alongside security weaknesses and quiet behavioral drift.

    InfoQ AI/ML agentic coding

    #
  3. Presentation: Accelerating Performance by Incrementally Integrating Rust Into Existing Codebase

    Lily Mara outlines how to speed up existing Python codebases by incrementally rewriting bottlenecks in Rust via PyO3, using foreign function interface refactoring instead of a full rewrite. She covers function-level speedups, integration testing, and infrastructure cost savings achieved without adding microservice overhead.

    InfoQ Culture & Methods developer experience

    #